{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils.utils import load_json\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_data = iter(load_json('data/test.json'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1152x864 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,12))\n",
    "for i in range(10):\n",
    "    plt.subplot(3,4,i+1)\n",
    "    label = None\n",
    "    img = None\n",
    "    while label != i:\n",
    "        t = next(test_data)\n",
    "        label = t[1]\n",
    "        img = t[0]\n",
    "    img = np.array(img).reshape(32,-1)\n",
    "    plt.imshow(img, plt.cm.gray)\n",
    "    plt.title(f\"Class = {label}\")"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "29e1e0f433528b30d0029eb6eb3077f94c7f86e16287bd20a9728025e03018be"
  },
  "kernelspec": {
   "display_name": "Python 3.6.13 64-bit ('hp': conda)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.13"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
